{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "from IPython.display import clear_output\n",
    "import sdm as sdmlib\n",
    "from sdm import utils\n",
    "from scipy.stats import binom\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* d = distance to the target\n",
    "* h = number of activated hardlocations\n",
    "* s = total stored bitstrings\n",
    "* H = number of hardlocations\n",
    "* w = number of times the target bitstring has been written"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "_phi_fn_cache = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def phi_fn(n, H, r, d, steps=500):\n",
    "    key = (n, H, r, d, steps)\n",
    "    if key in _phi_fn_cache:\n",
    "        return _phi_fn_cache[key]\n",
    "    v = []\n",
    "    for _ in range(steps):\n",
    "        bs1 = sdmlib.Bitstring.init_random(n)\n",
    "        bs2 = bs1.copy()\n",
    "        bs2.flip_random_bits(d)\n",
    "        selected1 = address_space.scan_thread2(bs1, r)\n",
    "        selected2 = address_space.scan_thread2(bs2, r)\n",
    "        x = len(set(selected1) & set(selected2))\n",
    "        v.append(x)\n",
    "    mu = 1.0*sum(v)/len(v)\n",
    "    _phi_fn_cache[key] = mu\n",
    "    return mu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prob_wrong_bit0(h, H, s, w, d, phi, theta):\n",
    "    x = 1.0*s*h*h/(2*H)\n",
    "    return 1 - binom.cdf(x, theta, 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prob_wrong_bit1(h, H, s, w, d, phi, theta):\n",
    "    x = s*h*h/(2*H)-w*phi\n",
    "    return binom.cdf(x, theta, 0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def prob_wrong(n, h, H, s, w, d, phi_steps=500):\n",
    "    phi = phi_fn(n, H, r, d, steps=phi_steps)\n",
    "    theta = 1.0*s*h*h/H - w*phi\n",
    "    p0 = prob_wrong_bit0(h, H, s, w, d, phi, theta)\n",
    "    p1 = prob_wrong_bit1(h, H, s, w, d, phi, theta)\n",
    "    return (p0+p1)/2.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = 1000\n",
    "r = 451\n",
    "H = 1000000\n",
    "s = 10000\n",
    "w = 1\n",
    "phi_steps=5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "p = utils.calculate_probability(n, r)\n",
    "h = p*H\n",
    "address_space = sdmlib.AddressSpace.init_random(n, H)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Calculating for d=1000... 0.5 0.5\n"
     ]
    }
   ],
   "source": [
    "distances = list(range(0, n+1))\n",
    "y_values = []\n",
    "err_values = []\n",
    "for d in distances:\n",
    "    clear_output(wait=True)\n",
    "    print('Calculating for d={}... '.format(d), end='')\n",
    "    y = prob_wrong(n=n, h=h, H=H, s=s, w=w, d=d, phi_steps=phi_steps)\n",
    "    err = abs(y - 1.0*d/n)\n",
    "    print(y, err)\n",
    "    y_values.append(y)\n",
    "    err_values.append(err)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f77e110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(6, 6), dpi=300)\n",
    "plt.plot(distances, [n*y for y in y_values])\n",
    "plt.plot(distances, distances, 'k')\n",
    "plt.plot(distances, [n//2 for _ in distances], 'k:')\n",
    "plt.xlim(0, n)\n",
    "plt.ylim(0, n)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1206f73d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mid = 209\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(6, 6), dpi=300)\n",
    "plt.plot(distances, [n*y for y in y_values])\n",
    "plt.plot(distances, distances, 'k')\n",
    "plt.plot(distances, [n//2 for _ in distances], 'k:')\n",
    "plt.xlim(mid-30, mid+30)\n",
    "plt.ylim(0, n)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x120704f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(8, 6), dpi=300)\n",
    "plt.plot(distances[:n//2+1], err_values[:n//2+1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
